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RNH1
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                                  • RNH1
                                  PATHOLOGY LUNG CANCER Show tissue menu
                                  BREAST CANCER CARCINOID CERVICAL CANCER COLORECTAL CANCER ENDOMETRIAL CANCER GLIOMA HEAD AND NECK CANCER LIVER CANCER LUNG CANCER LYMPHOMA
                                  MELANOMA OVARIAN CANCER PANCREATIC CANCER PROSTATE CANCER RENAL CANCER SKIN CANCER STOMACH CANCER TESTIS CANCER THYROID CANCER UROTHELIAL CANCER
                                  LUAD LUSC
                                  ANTIBODIES
                                  AND
                                  VALIDATION
                                  Dictionary
                                  Lung cancer
                                  Human pathology
                                  Lung cancer
                                  LUNG ADENOCARCINOMA (LUAD) - Interactive survival scatter ploti

                                  The Survival Scatter plot shows the clinical status (i.e. dead or alive) for all individuals in the patient cohort, based on the same data that underlies the corresponding Kaplan-Meier plots. Patients that are alive at last time for follow-up are shown in blue and patients who have died during the study are shown in red.

                                  The x-axis shows the expression levels (FPKM) of the investigated gene in the tumor tissue at the time of diagnosis. The y-axis shows the follow-up time after diagnosis (years). Both axes are complimented with kernel density curves demonstrating the data density over the axes. The top density plot shows the expression levels (FPKM) distribution among dead (red) and alive patients (blue). The right density plot shows the data density of the survived years of dead patients with high and low expression levels respectively, stratified using the cutoff indicated by the vertical dashed line through the Survival Scatter plot. This cutoff is automatically defined based on the FPKM cutoff that minimizes the p-score. The cutoff can be changed by dragging the vertical line or by entering a cutoff value in the square labeled "Current cut-off".

                                  Under the Survival Scatter plot the p-score landscape (black curve; left axis) is shown together with dead median separation (red curve; right axis). Dead median separation is the difference in median mRNA expression between patients who have died with high and low expression, respectively. It is calculated as follows: median FPKM expression of dead patients with high expression - median FPKM expression of dead patients with low expression. This is intended to aid the user in visually exploring custom cutoffs and the associated p-scores and dead median separation.

                                  Individual patient data is displayed and can be filtered by clicking on one or more of the category buttons on the top of the page. Categories describing expression level and patient information include: high, low, alive, dead, female, male and tumor stages. The scale of the x-axis can be toggled between linear and log-scale by clicking on the "x log" button. Mouse-over function shows TCGA ID, patient information and mRNA expression (FPKM) for each patient.

                                  & Survival analysisi

                                  Kaplan-Meier plots summarize results from analysis of correlation between mRNA expression level and patient survival. Patients were divided based on level of expression into one of the two groups "low" (under cut off) or "high" (over cut off). X-axis shows time for survival (years) and y-axis shows the probability of survival, where 1.0 corresponds to 100 percent.




                                  Stage:


                                  0 2 4 6 81012141618Time after diagnosis (years)0.05.0101520253035404550Expression level (FPKM)Dead (n=182)Alive (n=318)23Density dead24Density alive1.6Density dead under cut off2.0Density dead over cut off0.00.20.40.60.81.0P score0.00.60.40.20.81.0Medain separationP scoreDead median separationCut off
                                  0.00.10.20.30.40.50.60.70.80.91.0Survival probability 0 1 2 3 4 5 6 7 8 910111213141516171819Time (years)Low expression (n=250)High expression (n=250)
                                  Survival analysis
                                  Current cut offi

                                  Current cut-off shows the cut-off (FPKM) currently selected. It may be changed manually. When the current cut-off is changed, the vertical dashed line indicating cut-off, the interactive survival scatter plot and the Kaplan-Meier curve will be automatically adjusted to show results accordingly.

                                  :
                                  Best expression cut offi

                                  Based on the FPKM value of each gene, patients were classified into two groups and association between prognosis (survival) and gene expression (FPKM) was examined. The best expression cut-off refers the FPKM value that yields maximal difference with regard to survival between the two groups at the lowest log-rank P-value. Best expression cut-off was selected based on survival analysis .

                                  When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the best expression cut-off.

                                  : 24.04
                                  Median expressioni

                                  Median expression refers to the median FPKM value calculated based on the gene expression (FPKM) data from all patients in this dataset. When clicking on this number, the vertical dashed line indicating cut-off, the interactive survival plot, and the Kaplan-Meier curve will be adjusted to show results based on the median expression.

                                  : 24.04
                                  Median follow up timei

                                  Median follow up time refers to the median time (years) after diagnosis with this type of cancer, based on clinical data from all patients in this dataset.

                                  : 1.79
                                  P scorei

                                  Log-rank P value for Kaplan-Meier plot showing results from analysis of correlation between mRNA expression level and patient survival.

                                  0.018
                                  5-year survival highi

                                  5-year survival for patients with higher expression than the expression cutoff.

                                  For melanoma and glioma, 3-year survival is shown.

                                  45%
                                  5-year survival lowi

                                  5-year survival for patients with lower expression than the expression cutoff.

                                  For melanoma and glioma, 3-year survival is shown.

                                  36%
                                  TCGA RNA samplesi

                                  RNA-seq data is reported as average FPKM (number Fragments Per Kilobase of exon per Million reads), generated by the The Cancer Genome Atlas (TCGA) .

                                  Normal distribution across the dataset is visualized with box plots, shown as median and 25th and 75th percentiles. Points are displayed as outliers if they are above or below 1.5 times the interquartile range. FPKM values of the individual samples are presented next to the box plot.

                                  Average FPKM 24.1
                                  Number of samples 500
                                  Samples
                                  Sample Description FPKM
                                  TCGA-78-7163-01A 60 years, male, white, stage:ib, alive, 7248 days 52.9
                                  TCGA-55-8514-01A 70 years, female, black or african american, stage:ib, alive, 520 days 50.7
                                  TCGA-38-4628-01A 65 years, female, white, stage:iib, dead, 1492 days 49.2
                                  TCGA-55-A492-01A 70 years, female, white, stage:ia, alive, 596 days 48.8
                                  TCGA-44-A47A-01A 78 years, female, white, stage:ib, alive, 466 days 45.7
                                  TCGA-O1-A52J-01A 74 years, female, white, stage:ia, dead, 1798 days 45.1
                                  TCGA-97-A4M2-01A 66 years, male, white, stage:ia, alive, 624 days 44.5
                                  TCGA-05-4397-01A 65 years, male, stage:iib, dead, 731 days 44.3
                                  TCGA-97-8177-01A 59 years, female, white, stage:ib, alive, 499 days 44.1
                                  TCGA-78-7542-01A 56 years, male, white, stage:ib, dead, 321 days 42.2
                                  TCGA-NJ-A7XG-01A 49 years, male, black or african american, stage:iiia, alive, 617 days 41.5
                                  TCGA-05-4425-01A 70 years, female, stage:iv, alive, 669 days 40.7
                                  TCGA-MP-A4TI-01A 72 years, male, white, stage:iia, dead, 429 days 40.6
                                  TCGA-MP-A4T6-01A 76 years, female, white, stage:iiia, dead, 1790 days 40.5
                                  TCGA-86-A4P7-01A 63 years, female, white, stage:ib, alive, 415 days 40.1
                                  TCGA-86-A4P8-01A 59 years, female, white, stage:iiia, alive, 805 days 40.0
                                  TCGA-55-8506-01A 62 years, female, white, stage:iib, alive, 11 days 39.1
                                  TCGA-78-8660-01A 69 years, male, stage:iib, dead, 321 days 38.3
                                  TCGA-05-5423-01A 65 years, male, stage:iib, alive, 151 days 37.8
                                  TCGA-55-8205-01A 76 years, female, white, stage:iia, alive, 599 days 37.7
                                  TCGA-97-A4M5-01A 84 years, male, white, stage:ia, alive, 634 days 37.7
                                  TCGA-86-8674-01A 50 years, male, white, stage:iia, alive, 806 days 37.3
                                  TCGA-49-4486-01A 72 years, male, white, stage:ia, dead, 2318 days 37.2
                                  TCGA-97-A4M1-01A 52 years, female, white, stage:ia, alive, 601 days 37.0
                                  TCGA-55-8621-01A 75 years, female, white, stage:ia, alive, 515 days 36.8
                                  TCGA-L4-A4E6-01A 67 years, male, white, stage:ia, alive, 435 days 36.7
                                  TCGA-49-AAR4-01A 51 years, male, black or african american, stage:iiia, dead, 879 days 36.6
                                  TCGA-73-4677-01A 75 years, male, white, dead, 38 days 36.4
                                  TCGA-64-5775-01A 71 years, male, white, stage:iiia, dead, 62 days 36.3
                                  TCGA-93-A4JP-01A 64 years, male, asian, stage:iv, alive, 578 days 35.9
                                  TCGA-55-7816-01A 49 years, female, white, stage:iv, dead, 468 days 35.8
                                  TCGA-62-A46P-01A 65 years, male, white, stage:ib, dead, 594 days 35.7
                                  TCGA-80-5611-01A male, stage:ib, alive, 2595 days 35.6
                                  TCGA-95-7567-01A 61 years, male, white, stage:iib, alive, 568 days 35.5
                                  TCGA-69-8453-01A 77 years, male, white, stage:iib, alive, 788 days 35.5
                                  TCGA-38-4629-01A 68 years, male, white, stage:iib, dead, 864 days 35.2
                                  TCGA-73-7498-01A 58 years, female, white, stage:ia, alive, 1189 days 35.0
                                  TCGA-91-8497-01A 75 years, female, white, stage:ia, dead, 434 days 35.0
                                  TCGA-97-A4M0-01A 60 years, female, white, stage:ib, alive, 652 days 34.9
                                  TCGA-55-8616-01A 58 years, female, white, stage:ib, alive, 48 days 34.9
                                  TCGA-38-4626-01A 57 years, female, white, alive, 3674 days 34.8
                                  TCGA-93-A4JO-01A 70 years, male, white, stage:ia, dead, 33 days 34.8
                                  TCGA-91-6849-01A 75 years, female, black or african american, stage:iiia, alive, 35 days 34.8
                                  TCGA-55-8505-01A 62 years, male, white, stage:iiia, alive, 440 days 34.7
                                  TCGA-55-7281-01A 70 years, female, white, stage:ia, alive, 872 days 34.6
                                  TCGA-NJ-A55O-01A 56 years, female, white, stage:iia, alive, 13 days 34.4
                                  TCGA-86-8671-01A 72 years, female, white, stage:iib, alive, 839 days 34.3
                                  TCGA-MP-A4SW-01A 53 years, male, white, stage:iib, dead, 1778 days 34.2
                                  TCGA-MN-A4N5-01A 63 years, male, white, stage:ia, alive, 84 days 34.2
                                  TCGA-73-4666-01A 52 years, female, white, stage:iv, alive, 800 days 34.1
                                  TCGA-97-A4LX-01A 81 years, male, white, stage:ib, alive, 614 days 34.1
                                  TCGA-95-7948-01A 42 years, female, white, stage:ib, alive, 476 days 34.1
                                  TCGA-78-8648-01A 58 years, female, stage:iib, dead, 1209 days 33.9
                                  TCGA-55-A494-01A 61 years, female, white, stage:ib, alive, 481 days 33.9
                                  TCGA-55-8097-01A 60 years, female, white, stage:ia, alive, 476 days 33.8
                                  TCGA-NJ-A4YI-01A 87 years, female, white, stage:iiia, dead, 4 days 33.8
                                  TCGA-86-8672-01A 59 years, male, white, stage:iib, dead, 19 days 33.6
                                  TCGA-MP-A4TK-01A 56 years, female, stage:iib, dead, 582 days 33.5
                                  TCGA-05-4426-01A 71 years, male, stage:ib, alive, 791 days 33.4
                                  TCGA-49-AAR0-01A 57 years, male, black or african american, stage:ia, alive, 4765 days 33.2
                                  TCGA-55-8512-01A 41 years, male, white, stage:iv, dead, 607 days 33.2
                                  TCGA-97-A4M3-01A 69 years, female, white, stage:ia, alive, 540 days 33.1
                                  TCGA-55-8619-01A 72 years, female, white, stage:iib, alive, 416 days 33.1
                                  TCGA-55-A491-01A 81 years, female, white, stage:ia, alive, 626 days 32.9
                                  TCGA-75-5146-01A male, stage:ib, alive, 2368 days 32.7
                                  TCGA-MP-A4TA-01A 75 years, female, white, stage:ia, dead, 950 days 32.7
                                  TCGA-95-8039-01A 72 years, male, white, stage:ia, alive, 830 days 32.6
                                  TCGA-55-8513-01A 77 years, female, white, stage:iib, alive, 791 days 32.6
                                  TCGA-75-6214-01A female, stage:iiia, dead, 1115 days 32.5
                                  TCGA-99-AA5R-01A 70 years, female, black or african american, stage:ia, alive, 658 days 32.2
                                  TCGA-80-5608-01A female, stage:ia, alive, 2832 days 31.9
                                  TCGA-62-A470-01A 84 years, male, white, stage:ib, dead, 1194 days 31.8
                                  TCGA-62-A46V-01A 78 years, female, white, stage:ib, alive, 2199 days 31.7
                                  TCGA-55-8510-01A 55 years, female, white, stage:ib, alive, 539 days 31.7
                                  TCGA-62-8395-01A 80 years, female, white, stage:iib, alive, 1216 days 31.7
                                  TCGA-67-6215-01A 52 years, female, white, stage:ib, alive, 174 days 31.7
                                  TCGA-97-8552-01A 55 years, female, white, stage:i, alive, 626 days 31.6
                                  TCGA-05-4415-01A 57 years, male, stage:iiib, dead, 91 days 31.5
                                  TCGA-86-8669-01A 64 years, male, white, stage:ia, alive, 938 days 31.5
                                  TCGA-50-8457-01A 63 years, female, black or african american, stage:ia, alive, 1125 days 31.4
                                  TCGA-75-5147-01A female, stage:ib, alive, 1333 days 31.4
                                  TCGA-S2-AA1A-01A 68 years, female, black or african american, stage:ia, alive, 513 days 31.3
                                  TCGA-L9-A743-01A 56 years, male, black or african american, stage:iia, alive, 664 days 31.3
                                  TCGA-73-4662-01A 65 years, female, white, stage:ia, alive, 2515 days 31.2
                                  TCGA-97-A4M6-01A 45 years, female, white, stage:ia, alive, 568 days 31.2
                                  TCGA-86-8074-01A 62 years, female, white, stage:iia, alive, 24 days 31.1
                                  TCGA-55-7728-01A 64 years, female, white, stage:ib, alive, 704 days 30.8
                                  TCGA-67-6217-01A 73 years, female, white, stage:iia, alive, 422 days 30.7
                                  TCGA-44-6776-01A 60 years, female, white, stage:ia, alive, 2616 days 30.6
                                  TCGA-55-8206-01A 56 years, male, white, stage:ia, alive, 888 days 30.6
                                  TCGA-95-A4VN-01A 62 years, female, white, stage:iia, alive, 553 days 30.4
                                  TCGA-55-6982-01A female, white, stage:iib, dead, 995 days 30.4
                                  TCGA-44-5643-01A 53 years, male, black or african american, stage:iiia, alive, 1013 days 30.3
                                  TCGA-86-8279-01A 46 years, male, white, stage:iia, alive, 949 days 30.2
                                  TCGA-05-4422-01A 68 years, male, stage:ib, alive, 365 days 30.1
                                  TCGA-50-8459-01A 68 years, male, white, stage:iib, alive, 1119 days 30.1
                                  TCGA-78-7146-01A 71 years, female, white, stage:iiia, dead, 173 days 30.0
                                  TCGA-78-7537-01A 72 years, male, stage:ib, dead, 1622 days 29.9
                                  TCGA-69-8253-01A 59 years, female, black or african american, stage:iia, alive, 426 days 29.9
                                  TCGA-97-A4M7-01A 74 years, male, white, stage:ia, alive, 629 days 29.8
                                  TCGA-35-4123-01A 38 years, male, white, stage:ia, alive, 182 days 29.7
                                  TCGA-44-2657-01A 74 years, female, white, stage:ib, alive, 1351 days 29.7
                                  TCGA-86-6851-01A 73 years, female, white, stage:iia, alive, 179 days 29.5
                                  TCGA-97-8172-01A 75 years, female, white, stage:ib, alive, 545 days 29.5
                                  TCGA-44-8120-01A 58 years, male, black or african american, stage:ib, alive, 260 days 29.4
                                  TCGA-78-7539-01A 75 years, female, white, stage:iia, alive, 791 days 29.4
                                  TCGA-L9-A50W-01A 75 years, male, black or african american, stage:iia, dead, 442 days 29.3
                                  TCGA-50-5051-01A 42 years, female, white, stage:iiia, dead, 478 days 29.3
                                  TCGA-71-6725-01A 48 years, female, asian, stage:ib, alive, 256 days 29.3
                                  TCGA-MP-A4TH-01A 70 years, female, white, stage:ia, alive, 741 days 29.3
                                  TCGA-78-7152-01A 65 years, male, white, stage:ib, dead, 1215 days 29.2
                                  TCGA-86-A4JF-01A 56 years, male, white, stage:iib, dead, 737 days 29.1
                                  TCGA-55-8620-01A 60 years, male, white, stage:iv, dead, 375 days 29.0
                                  TCGA-49-AARR-01A 68 years, male, black or african american, stage:ia, alive, 4992 days 29.0
                                  TCGA-93-7347-01A 76 years, female, white, stage:ia, alive, 683 days 29.0
                                  TCGA-97-8547-01A 78 years, female, stage:iiia, alive, 657 days 29.0
                                  TCGA-86-8668-01A 61 years, female, white, stage:ia, alive, 423 days 28.9
                                  TCGA-62-8394-01A 65 years, female, white, stage:iiib, dead, 139 days 28.9
                                  TCGA-MP-A5C7-01A 76 years, female, white, stage:ib, alive, 2248 days 28.8
                                  TCGA-97-7937-01A 65 years, male, white, stage:ib, alive, 564 days 28.8
                                  TCGA-44-2655-01A 65 years, female, white, stage:ia, alive, 1324 days 28.8
                                  TCGA-38-4627-01A 64 years, female, white, stage:iia, dead, 1147 days 28.7
                                  TCGA-55-8087-01A 59 years, female, white, stage:ib, alive, 462 days 28.6
                                  TCGA-78-8655-01A 77 years, female, stage:ia, alive, 2360 days 28.6
                                  TCGA-05-4398-01A 47 years, female, stage:iiib, alive, 1431 days 28.5
                                  TCGA-55-6980-01A male, white, stage:ia, alive, 2109 days 28.5
                                  TCGA-55-8204-01A 87 years, female, white, stage:ib, alive, 515 days 28.4
                                  TCGA-50-5941-01A 55 years, female, white, stage:iiia, alive, 1474 days 28.2
                                  TCGA-97-8179-01A 72 years, male, white, stage:ia, alive, 435 days 28.1
                                  TCGA-93-A4JQ-01A 49 years, male, white, stage:ia, alive, 526 days 28.1
                                  TCGA-55-6985-01A 58 years, female, white, stage:ib, alive, 1233 days 28.1
                                  TCGA-49-4488-01A 74 years, female, white, stage:ia, dead, 869 days 28.0
                                  TCGA-MP-A4T7-01A 75 years, female, stage:iv, dead, 167 days 27.8
                                  TCGA-75-6212-01A female, stage:iib, dead, 1516 days 27.8
                                  TCGA-50-5045-01A 57 years, female, black or african american, dead, 2174 days 27.5
                                  TCGA-05-4384-01A 66 years, male, stage:iiia, alive, 426 days 27.5
                                  TCGA-49-4501-01A 67 years, female, white, stage:ib, dead, 1421 days 27.5
                                  TCGA-05-4403-01A 76 years, male, stage:ib, alive, 578 days 27.5
                                  TCGA-55-A48X-01A 63 years, female, white, stage:iia, alive, 689 days 27.3
                                  TCGA-55-A48Z-01A 60 years, female, white, stage:iiib, alive, 651 days 27.3
                                  TCGA-86-8278-01A 63 years, female, white, stage:iib, alive, 944 days 27.3
                                  TCGA-50-5935-01A 86 years, female, white, stage:ia, dead, 653 days 27.3
                                  TCGA-49-AARN-01A 56 years, female, black or african american, stage:ia, dead, 1135 days 27.3
                                  TCGA-97-7554-01A 83 years, female, white, stage:iiia, alive, 775 days 27.2
                                  TCGA-49-AARE-01A 51 years, female, black or african american, stage:ia, dead, 1229 days 27.2
                                  TCGA-L9-A444-01A 60 years, female, white, stage:ia, alive, 307 days 27.1
                                  TCGA-91-A4BD-01A 78 years, male, white, stage:iia, alive, 603 days 26.9
                                  TCGA-97-7553-01A 58 years, female, white, stage:ia, alive, 1870 days 26.9
                                  TCGA-62-A46R-01A 54 years, female, white, stage:ib, dead, 1725 days 26.9
                                  TCGA-44-2661-01A 69 years, female, white, stage:ia, alive, 1159 days 26.9
                                  TCGA-67-3774-01A 73 years, female, white, stage:ib, alive, 385 days 26.9
                                  TCGA-05-4382-01A 68 years, male, stage:ib, alive, 607 days 26.9
                                  TCGA-55-6712-01A male, white, stage:iia, dead, 171 days 26.8
                                  TCGA-55-1592-01A male, white, stage:ia, dead, 701 days 26.8
                                  TCGA-38-4625-01A 66 years, female, white, stage:ib, alive, 2973 days 26.8
                                  TCGA-38-A44F-01A 80 years, male, white, stage:ib, alive, 133 days 26.8
                                  TCGA-05-5715-01A 69 years, female, stage:ib, alive, 62 days 26.7
                                  TCGA-55-8208-01A 73 years, female, white, stage:ia, alive, 674 days 26.7
                                  TCGA-05-4389-01A 70 years, male, stage:ia, alive, 1369 days 26.6
                                  TCGA-55-8301-01A 59 years, male, white, stage:ib, alive, 534 days 26.6
                                  TCGA-55-6543-01A female, white, stage:ia, alive, 435 days 26.5
                                  TCGA-78-7162-01A 75 years, male, white, stage:ia, dead, 3169 days 26.5
                                  TCGA-49-4494-01A 77 years, male, white, stage:iiia, dead, 1081 days 26.5
                                  TCGA-55-8615-01A 67 years, male, white, stage:iiia, alive, 446 days 26.4
                                  TCGA-69-8254-01A 85 years, male, white, alive, 409 days 26.4
                                  TCGA-86-8056-01A 64 years, female, white, stage:iiia, alive, 139 days 26.3
                                  TCGA-55-6971-01A 59 years, female, white, stage:ib, alive, 1400 days 26.3
                                  TCGA-05-4432-01A 66 years, male, stage:iib, alive, 761 days 26.3
                                  TCGA-MP-A4SV-01A 67 years, male, stage:ib, dead, 2620 days 26.2
                                  TCGA-44-6777-01A 85 years, female, white, stage:ib, dead, 987 days 26.2
                                  TCGA-49-6744-01A 64 years, female, white, stage:iia, alive, 1683 days 26.2
                                  TCGA-73-4668-01A 66 years, female, american indian or alaska native, stage:iib, alive, 467 days 26.2
                                  TCGA-44-7671-01A 64 years, male, black or african american, stage:ib, alive, 889 days 26.2
                                  TCGA-44-3396-01A 74 years, female, white, stage:iiia, alive, 1130 days 26.1
                                  TCGA-35-4122-01A 69 years, male, white, stage:ia, alive, 225 days 26.1
                                  TCGA-55-A493-01A 54 years, female, white, stage:ib, alive, 28 days 26.0
                                  TCGA-44-A47B-01A 79 years, male, white, stage:ib, alive, 287 days 26.0
                                  TCGA-75-6206-01A male, stage:ib, alive, 2590 days 26.0
                                  TCGA-MP-A4TJ-01A 62 years, female, stage:ia, dead, 339 days 25.9
                                  TCGA-55-7914-01A 71 years, female, white, stage:iia, dead, 187 days 25.9
                                  TCGA-50-6593-01A 49 years, female, white, stage:iiia, dead, 336 days 25.9
                                  TCGA-55-8203-01A 69 years, female, white, stage:ia, alive, 547 days 25.9
                                  TCGA-MP-A4TC-01A 78 years, male, white, stage:iiia, dead, 74 days 25.9
                                  TCGA-86-8280-01A 54 years, female, white, stage:iia, alive, 701 days 25.9
                                  TCGA-44-6778-01A 59 years, male, black or african american, stage:ia, alive, 1864 days 25.9
                                  TCGA-55-8090-01A 80 years, male, white, stage:ia, dead, 598 days 25.8
                                  TCGA-78-7156-01A 62 years, male, white, stage:iv, dead, 976 days 25.8
                                  TCGA-44-A4SU-01A 68 years, female, white, stage:ia, dead, 409 days 25.8
                                  TCGA-44-7659-01A 70 years, male, white, stage:ia, alive, 691 days 25.6
                                  TCGA-97-7941-01A 72 years, female, white, stage:ia, alive, 484 days 25.6
                                  TCGA-86-7954-01A 68 years, female, white, stage:ib, alive, 605 days 25.6
                                  TCGA-NJ-A55R-01A 67 years, male, white, stage:ia, alive, 603 days 25.6
                                  TCGA-49-6761-01A 68 years, female, white, stage:iiia, alive, 354 days 25.6
                                  TCGA-55-7227-01A 77 years, male, white, stage:iiia, dead, 952 days 25.6
                                  TCGA-97-8171-01A 81 years, male, asian, stage:iv, alive, 568 days 25.5
                                  TCGA-50-6590-01A 72 years, female, white, stage:ib, dead, 1288 days 25.5
                                  TCGA-J2-8192-01A 65 years, female, white, stage:iia, alive, 739 days 25.5
                                  TCGA-53-7626-01A 76 years, female, white, stage:iia, dead, 929 days 25.5
                                  TCGA-50-5049-01A 70 years, male, white, stage:ia, alive, 3094 days 25.4
                                  TCGA-44-6148-01A 60 years, male, white, stage:ia, alive, 704 days 25.4
                                  TCGA-50-5932-01A 75 years, male, white, stage:iib, dead, 1235 days 25.4
                                  TCGA-44-7670-01A 47 years, female, white, stage:iia, alive, 882 days 25.4
                                  TCGA-62-A46Y-01A 70 years, female, white, stage:iiia, dead, 414 days 25.3
                                  TCGA-55-6979-01A 59 years, female, white, stage:iib, dead, 237 days 25.3
                                  TCGA-99-8025-01A 72 years, female, black or african american, stage:iiia, alive, 1060 days 25.3
                                  TCGA-67-3772-01A 82 years, female, white, stage:ib, alive, 573 days 25.3
                                  TCGA-L9-A7SV-01A 69 years, male, black or african american, stage:iia, alive, 565 days 25.2
                                  TCGA-97-8175-01A 55 years, female, white, stage:ib, alive, 551 days 25.1
                                  TCGA-44-7661-01A 69 years, female, white, stage:ib, dead, 557 days 25.1
                                  TCGA-75-7025-01A male, stage:ib, alive, 3305 days 25.1
                                  TCGA-50-5944-01A 69 years, female, white, stage:ia, alive, 1750 days 25.1
                                  TCGA-91-7771-01A 62 years, male, white, stage:iib, alive, 492 days 25.1
                                  TCGA-MP-A4TD-01A 71 years, male, white, stage:iiia, dead, 307 days 25.1
                                  TCGA-38-7271-01A 72 years, female, white, stage:ia, dead, 800 days 25.0
                                  TCGA-64-1681-01A 61 years, female, white, stage:ia, dead, 1167 days 25.0
                                  TCGA-95-A4VP-01A 66 years, female, white, stage:iiia, alive, 605 days 25.0
                                  TCGA-05-4402-01A 57 years, female, stage:iv, dead, 244 days 24.9
                                  TCGA-95-A4VK-01A 74 years, female, white, stage:iiia, alive, 651 days 24.9
                                  TCGA-35-3615-01A 57 years, male, white, stage:ib, alive, 14 days 24.9
                                  TCGA-05-4396-01A 76 years, male, stage:iiib, dead, 303 days 24.8
                                  TCGA-55-6986-01A female, white, stage:ib, alive, 3261 days 24.8
                                  TCGA-69-7974-01A 54 years, female, white, stage:iiia, alive, 184 days 24.8
                                  TCGA-67-4679-01B 69 years, male, white, alive, 448 days 24.8
                                  TCGA-91-6830-01A 65 years, female, white, stage:iia, alive, 60 days 24.7
                                  TCGA-55-7283-01A 76 years, female, white, stage:iiia, alive, 609 days 24.7
                                  TCGA-MP-A4SY-01A 61 years, male, white, stage:iib, dead, 1501 days 24.7
                                  TCGA-55-8508-01A 60 years, female, black or african american, stage:iia, alive, 617 days 24.7
                                  TCGA-50-5933-01A 72 years, male, white, stage:iiib, dead, 2393 days 24.6
                                  TCGA-73-4675-01A 59 years, male, white, stage:iiia, dead, 922 days 24.6
                                  TCGA-05-4249-01A 67 years, male, stage:ib, alive, 1523 days 24.5
                                  TCGA-MP-A4T4-01A 68 years, female, white, stage:iib, dead, 2617 days 24.5
                                  TCGA-44-6775-01A 72 years, female, white, stage:ib, alive, 705 days 24.5
                                  TCGA-55-6981-01A 53 years, female, white, stage:iiia, dead, 1379 days 24.4
                                  TCGA-78-8640-01A 59 years, male, stage:iia, alive, 7062 days 24.4
                                  TCGA-44-6145-01A 62 years, female, white, stage:ia, alive, 595 days 24.4
                                  TCGA-55-8511-01A 73 years, female, white, stage:ib, alive, 552 days 24.4
                                  TCGA-44-6779-01A 50 years, female, white, stage:iib, dead, 500 days 24.4
                                  TCGA-05-4418-01A 69 years, male, stage:iiia, dead, 274 days 24.4
                                  TCGA-95-7947-01A 67 years, male, white, stage:ia, alive, 477 days 24.4
                                  TCGA-50-5055-01A 79 years, female, white, stage:iia, dead, 1830 days 24.3
                                  TCGA-NJ-A4YG-01A 65 years, male, white, stage:ib, alive, 2261 days 24.3
                                  TCGA-67-6216-01A 57 years, female, white, stage:ia, alive, 141 days 24.3
                                  TCGA-05-4433-01A 82 years, male, stage:ib, alive, 730 days 24.3
                                  TCGA-55-7284-01B 74 years, male, white, stage:iib, dead, 243 days 24.2
                                  TCGA-62-8397-01A 70 years, female, white, stage:iib, alive, 1289 days 24.2
                                  TCGA-44-7672-01A 52 years, female, white, stage:ia, alive, 719 days 24.2
                                  TCGA-55-8507-01A 53 years, male, white, stage:ia, alive, 418 days 24.1
                                  TCGA-78-7149-01A 72 years, male, white, stage:iiib, alive, 3940 days 24.1
                                  TCGA-49-AARO-01A 39 years, female, black or african american, stage:ia, alive, 3759 days 24.1
                                  TCGA-J2-A4AG-01A 66 years, female, white, stage:ia, alive, 988 days 24.0
                                  TCGA-05-4250-01A 79 years, female, stage:iiia, dead, 121 days 24.0
                                  TCGA-49-4512-01A 69 years, female, white, stage:iiia, dead, 905 days 24.0
                                  TCGA-44-2665-01A 55 years, female, white, stage:iib, alive, 1301 days 24.0
                                  TCGA-55-6978-01A male, white, stage:iia, dead, 176 days 24.0
                                  TCGA-69-7978-01A 59 years, male, white, stage:iib, alive, 134 days 23.9
                                  TCGA-55-8302-01A 54 years, male, white, stage:ib, alive, 478 days 23.9
                                  TCGA-71-8520-01A 60 years, female, asian, stage:ib, dead, 210 days 23.9
                                  TCGA-93-7348-01A 75 years, female, white, stage:ia, alive, 531 days 23.8
                                  TCGA-44-4112-01A 60 years, female, white, stage:ib, dead, 808 days 23.7
                                  TCGA-44-3919-01A 71 years, female, white, stage:ia, dead, 1026 days 23.7
                                  TCGA-99-8028-01A 50 years, female, black or african american, stage:ia, alive, 1118 days 23.6
                                  TCGA-55-6983-01A male, white, stage:iib, alive, 2823 days 23.6
                                  TCGA-44-A47G-01A 73 years, female, white, stage:ia, alive, 351 days 23.6
                                  TCGA-73-4658-01A 80 years, female, white, stage:ib, dead, 1600 days 23.4
                                  TCGA-91-6828-01A 70 years, male, white, stage:ia, alive, 323 days 23.4
                                  TCGA-86-8585-01A 57 years, male, white, stage:ib, alive, 353 days 23.3
                                  TCGA-69-7980-01A 70 years, female, white, stage:i, alive, 362 days 23.3
                                  TCGA-49-AAQV-01A 64 years, female, black or african american, stage:ii, dead, 677 days 23.2
                                  TCGA-05-4420-01A 41 years, male, stage:ib, alive, 912 days 23.1
                                  TCGA-67-3773-01A 84 years, female, white, stage:ib, alive, 427 days 23.1
                                  TCGA-50-5044-01A 72 years, female, white, stage:iiib, dead, 624 days 23.1
                                  TCGA-4B-A93V-01A 52 years, female, black or african american, stage:ia, dead, 300 days 23.1
                                  TCGA-05-5429-01A 60 years, male, stage:iiia, dead, 275 days 23.1
                                  TCGA-55-1594-01A 68 years, male, white, stage:iiia, alive, 1178 days 23.1
                                  TCGA-78-7150-01A 59 years, male, white, stage:iib, dead, 666 days 23.0
                                  TCGA-55-6972-01A 72 years, male, white, stage:ib, dead, 1632 days 23.0
                                  TCGA-78-7158-01A 59 years, female, white, stage:iiib, dead, 179 days 23.0
                                  TCGA-62-8398-01A 55 years, male, white, stage:iiia, dead, 444 days 23.0
                                  TCGA-50-6597-01A 79 years, female, white, stage:ib, dead, 1268 days 23.0
                                  TCGA-J2-A4AD-01A 61 years, female, white, stage:ia, dead, 550 days 22.9
                                  TCGA-MP-A4T8-01A 68 years, male, stage:iiia, dead, 161 days 22.8
                                  TCGA-05-4417-01A 51 years, female, stage:ib, alive, 455 days 22.7
                                  TCGA-86-A4D0-01A 48 years, male, white, stage:iia, dead, 116 days 22.7
                                  TCGA-55-8085-01A 64 years, male, white, stage:ia, alive, 904 days 22.6
                                  TCGA-99-7458-01A 74 years, female, white, stage:iiia, alive, 747 days 22.5
                                  TCGA-44-7667-01A 49 years, female, white, stage:iib, alive, 1097 days 22.5
                                  TCGA-55-8094-01A 51 years, male, white, stage:iv, alive, 541 days 22.5
                                  TCGA-55-8091-01A 75 years, male, white, stage:ib, alive, 600 days 22.4
                                  TCGA-86-6562-01A 52 years, male, white, stage:iia, dead, 376 days 22.4
                                  TCGA-69-7973-01A 42 years, female, white, stage:ib, alive, 230 days 22.4
                                  TCGA-75-5125-01A male, stage:iib, dead, 2027 days 22.3
                                  TCGA-97-7546-01A 76 years, female, white, stage:ia, alive, 1285 days 22.3
                                  TCGA-49-4514-01A 79 years, female, white, stage:ia, alive, 1700 days 22.3
                                  TCGA-99-8032-01A 62 years, male, white, stage:ia, alive, 44 days 22.2
                                  TCGA-55-7573-01A 72 years, female, white, stage:ia, alive, 487 days 22.2
                                  TCGA-05-5420-01A 67 years, male, stage:iiia, alive, 457 days 22.2
                                  TCGA-95-8494-01A 67 years, male, white, stage:iia, alive, 84 days 22.1
                                  TCGA-55-A57B-01A 80 years, female, black or african american, stage:ia, alive, 546 days 22.1
                                  TCGA-05-4430-01A 59 years, female, stage:ib, alive, 761 days 22.1
                                  TCGA-NJ-A55A-01A 76 years, female, white, stage:ib, alive, 15 days 22.1
                                  TCGA-55-6984-01A female, white, stage:iib, dead, 760 days 22.1
                                  TCGA-55-7574-01A 64 years, female, white, stage:ib, dead, 995 days 22.1
                                  TCGA-55-8207-01A 73 years, male, white, stage:ib, alive, 977 days 22.0
                                  TCGA-44-5645-01A 61 years, female, black or african american, stage:ia, alive, 852 days 22.0
                                  TCGA-50-5936-01A 58 years, male, white, stage:iiia, dead, 257 days 22.0
                                  TCGA-MP-A4TF-01A 58 years, female, white, stage:iia, dead, 336 days 22.0
                                  TCGA-50-7109-01A 60 years, male, white, stage:ia, dead, 308 days 22.0
                                  TCGA-64-1679-01A 58 years, female, white, stage:iiia, alive, 2488 days 22.0
                                  TCGA-97-7547-01A 67 years, female, white, stage:ib, alive, 1965 days 21.9
                                  TCGA-86-8359-01A 52 years, male, white, stage:iiia, dead, 444 days 21.9
                                  TCGA-86-A456-01A 78 years, female, asian, stage:ia, alive, 896 days 21.9
                                  TCGA-97-7552-01A 70 years, male, white, stage:ib, alive, 1932 days 21.9
                                  TCGA-MP-A4T9-01A 54 years, female, white, stage:iiia, dead, 1265 days 21.9
                                  TCGA-J2-8194-01A 69 years, female, white, stage:iib, alive, 724 days 21.8
                                  TCGA-55-A4DF-01A 88 years, male, white, stage:ia, dead, 614 days 21.8
                                  TCGA-86-8076-01A 42 years, male, white, stage:ia, alive, 993 days 21.7
                                  TCGA-91-6829-01A 79 years, male, white, stage:ib, dead, 1258 days 21.7
                                  TCGA-44-8119-01A 73 years, male, white, stage:iib, alive, 285 days 21.7
                                  TCGA-05-4405-01A 74 years, female, stage:ib, alive, 610 days 21.6
                                  TCGA-55-8096-01A 67 years, female, white, stage:ib, dead, 719 days 21.6
                                  TCGA-78-7153-01A 65 years, female, white, stage:ib, alive, 3635 days 21.6
                                  TCGA-38-6178-01A 70 years, female, white, stage:iiia, alive, 448 days 21.6
                                  TCGA-50-6595-01A 74 years, female, white, stage:iiia, dead, 189 days 21.6
                                  TCGA-L9-A8F4-01A 64 years, female, black or african american, stage:ib, alive, 476 days 21.6
                                  TCGA-78-7540-01A 66 years, female, white, stage:ib, dead, 1197 days 21.6
                                  TCGA-55-8089-01A 56 years, male, white, stage:ia, dead, 702 days 21.5
                                  TCGA-38-4632-01A 42 years, male, black or african american, stage:iv, dead, 1357 days 21.5
                                  TCGA-05-4434-01A 67 years, female, stage:iv, dead, 457 days 21.4
                                  TCGA-78-7143-01A 62 years, female, white, stage:ib, dead, 4961 days 21.4
                                  TCGA-93-A4JN-01A 71 years, male, white, stage:iv, alive, 718 days 21.4
                                  TCGA-55-7911-01A 70 years, female, white, stage:ia, alive, 537 days 21.4
                                  TCGA-73-4670-01A 69 years, female, white, stage:iv, alive, 131 days 21.3
                                  TCGA-91-6848-01A 59 years, male, white, stage:iiia, alive, 224 days 21.3
                                  TCGA-78-7633-01A 67 years, male, white, stage:ib, dead, 1528 days 21.3
                                  TCGA-62-8402-01A 73 years, female, white, stage:iiia, dead, 1498 days 21.3
                                  TCGA-55-8299-01A 61 years, female, white, stage:ia, dead, 469 days 21.2
                                  TCGA-J2-A4AE-01A 77 years, female, white, stage:ia, alive, 1079 days 21.2
                                  TCGA-78-7167-01A 77 years, male, white, stage:iv, dead, 2681 days 21.1
                                  TCGA-49-AAR3-01A 69 years, male, black or african american, stage:iib, alive, 1893 days 21.1
                                  TCGA-93-8067-01A 77 years, male, asian, stage:ib, alive, 186 days 21.0
                                  TCGA-64-5815-01A 74 years, male, white, stage:iib, alive, 866 days 21.0
                                  TCGA-L4-A4E5-01A 48 years, female, white, stage:i, alive, 578 days 21.0
                                  TCGA-78-8662-01A 53 years, female, stage:ib, dead, 3361 days 20.9
                                  TCGA-05-4424-01A 70 years, male, stage:iib, alive, 913 days 20.9
                                  TCGA-97-8176-01A 63 years, male, white, stage:iiia, dead, 468 days 20.8
                                  TCGA-44-2666-01A 43 years, male, white, stage:ib, dead, 97 days 20.8
                                  TCGA-91-A4BC-01A 59 years, male, white, stage:iia, alive, 44 days 20.6
                                  TCGA-49-AAR2-01A 64 years, male, black or african american, stage:ib, alive, 2224 days 20.6
                                  TCGA-55-6975-01A male, white, stage:iib, dead, 118 days 20.6
                                  TCGA-73-A9RS-01A 41 years, male, black or african american, stage:iib, dead, 340 days 20.5
                                  TCGA-55-7995-01A 73 years, female, white, stage:ia, alive, 889 days 20.5
                                  TCGA-95-7944-01A 71 years, male, white, stage:ia, alive, 377 days 20.5
                                  TCGA-55-8614-01A 76 years, male, white, stage:ib, alive, 536 days 20.3
                                  TCGA-NJ-A4YQ-01A 69 years, female, white, stage:ia, alive, 1432 days 20.3
                                  TCGA-55-7907-01A 77 years, male, white, stage:iia, dead, 343 days 20.3
                                  TCGA-50-6594-01A 79 years, female, black or african american, stage:iiia, dead, 370 days 20.3
                                  TCGA-L9-A5IP-01A 40 years, female, black or african american, stage:iv, dead, 58 days 20.3
                                  TCGA-95-7039-01A 54 years, female, white, stage:iib, alive, 1272 days 20.2
                                  TCGA-44-A4SS-01A 73 years, male, white, stage:ia, alive, 415 days 20.2
                                  TCGA-73-7499-01A 81 years, female, white, stage:ib, dead, 1531 days 20.1
                                  TCGA-73-4659-01A 66 years, male, white, stage:iiia, dead, 711 days 20.1
                                  TCGA-44-6146-01A 64 years, male, white, stage:iib, alive, 728 days 20.0
                                  TCGA-62-A46S-01A 73 years, male, white, stage:ib, dead, 1653 days 20.0
                                  TCGA-38-4630-01A 75 years, female, white, stage:ib, dead, 1073 days 20.0
                                  TCGA-78-7147-01A 67 years, female, white, stage:iib, dead, 586 days 20.0
                                  TCGA-49-6742-01A 70 years, male, white, stage:iia, dead, 488 days 19.8
                                  TCGA-64-5778-01A 60 years, male, white, stage:ib, alive, 1305 days 19.7
                                  TCGA-44-7669-01A 59 years, male, black or african american, stage:iia, dead, 574 days 19.6
                                  TCGA-L9-A443-01A 63 years, female, white, stage:ia, dead, 193 days 19.6
                                  TCGA-MP-A4TE-01A 56 years, male, white, stage:iia, dead, 896 days 19.4
                                  TCGA-69-7979-01A 71 years, female, white, stage:ib, alive, 408 days 19.3
                                  TCGA-78-7148-01A 71 years, male, white, stage:iib, dead, 626 days 19.3
                                  TCGA-NJ-A4YF-01A 50 years, female, black or african american, stage:ia, alive, 2161 days 19.3
                                  TCGA-55-7994-01A 81 years, male, white, stage:iib, alive, 603 days 19.3
                                  TCGA-44-7662-01A 61 years, male, white, stage:ib, alive, 218 days 19.2
                                  TCGA-86-8055-01A 79 years, male, white, stage:iia, dead, 124 days 19.2
                                  TCGA-69-A59K-01A 60 years, female, black or african american, stage:iib, alive, 522 days 19.2
                                  TCGA-69-8255-01A 72 years, male, white, stage:ia, alive, 129 days 19.1
                                  TCGA-50-5942-01A 67 years, female, white, stage:ia, alive, 1847 days 19.1
                                  TCGA-MN-A4N1-01A 60 years, male, black or african american, stage:iia, alive, 827 days 19.1
                                  TCGA-69-7764-01A 75 years, male, white, stage:ia, alive, 414 days 19.1
                                  TCGA-44-2662-01A 65 years, male, white, stage:ib, alive, 1280 days 19.0
                                  TCGA-44-6774-01A 56 years, female, white, stage:iiia, alive, 658 days 18.9
                                  TCGA-55-A4DG-01A 71 years, male, white, stage:ia, alive, 608 days 18.9
                                  TCGA-49-4505-01A 61 years, female, white, stage:iib, dead, 428 days 18.8
                                  TCGA-05-4390-01A 58 years, female, stage:ib, alive, 1126 days 18.8
                                  TCGA-50-6673-01A 84 years, female, white, stage:i, dead, 22 days 18.8
                                  TCGA-95-7562-01A 71 years, male, black or african american, stage:iia, dead, 87 days 18.8
                                  TCGA-55-5899-01A male, white, alive, 930 days 18.7
                                  TCGA-49-6745-01A 82 years, male, white, stage:iiia, alive, 522 days 18.6
                                  TCGA-67-3771-01A 77 years, female, black or african american, stage:ia, alive, 610 days 18.6
                                  TCGA-MN-A4N4-01A 57 years, male, white, stage:ia, alive, 1175 days 18.6
                                  TCGA-55-7913-01B 61 years, female, black or african american, stage:ia, dead, 561 days 18.6
                                  TCGA-78-7160-01A 61 years, male, white, stage:iv, dead, 697 days 18.6
                                  TCGA-67-3770-01A 70 years, female, white, stage:ia, alive, 610 days 18.6
                                  TCGA-86-8075-01A 66 years, female, white, stage:ib, dead, 694 days 18.4
                                  TCGA-44-5644-01A 51 years, female, white, stage:ib, alive, 863 days 18.4
                                  TCGA-50-5931-01A 75 years, female, white, stage:ib, dead, 434 days 18.3
                                  TCGA-50-8460-01A 74 years, male, white, stage:ia, alive, 829 days 18.2
                                  TCGA-55-1596-01A 55 years, male, asian, stage:iib, alive, 2065 days 18.1
                                  TCGA-99-8033-01A 74 years, female, white, stage:iv, dead, 656 days 18.0
                                  TCGA-55-6987-01A 77 years, male, white, stage:ia, alive, 2137 days 18.0
                                  TCGA-95-7043-01A 63 years, female, white, stage:ia, dead, 503 days 17.9
                                  TCGA-73-4676-01A 45 years, male, white, stage:iia, dead, 281 days 17.9
                                  TCGA-50-5939-01A 85 years, male, white, stage:ib, dead, 460 days 17.9
                                  TCGA-55-7576-01A 54 years, male, black or african american, stage:ib, alive, 670 days 17.9
                                  TCGA-91-6835-01A 81 years, female, white, stage:ia, alive, 79 days 17.8
                                  TCGA-78-7536-01A 70 years, male, white, stage:iiia, dead, 244 days 17.8
                                  TCGA-64-5774-01A 60 years, male, white, stage:ib, alive, 2676 days 17.8
                                  TCGA-44-A479-01A 74 years, female, black or african american, stage:ib, alive, 486 days 17.7
                                  TCGA-86-8073-01A 58 years, male, white, stage:ib, alive, 740 days 17.7
                                  TCGA-NJ-A4YP-01A 52 years, male, white, stage:ib, alive, 50 days 17.6
                                  TCGA-50-5068-01A 59 years, female, white, stage:iib, dead, 1499 days 17.6
                                  TCGA-97-8174-01A 67 years, male, white, stage:iia, dead, 164 days 17.6
                                  TCGA-78-7159-01A 60 years, female, white, stage:ia, alive, 1974 days 17.5
                                  TCGA-05-5425-01A 68 years, male, stage:iib, alive, 882 days 17.4
                                  TCGA-97-7938-01A 76 years, female, white, stage:ia, dead, 18 days 17.4
                                  TCGA-62-A472-01A 70 years, male, white, stage:iib, alive, 910 days 17.4
                                  TCGA-55-6642-01A 63 years, male, white, stage:ib, alive, 2449 days 17.3
                                  TCGA-64-1676-01A 58 years, male, white, stage:ia, alive, 1728 days 17.3
                                  TCGA-53-7624-01A 40 years, female, white, stage:iv, dead, 1043 days 17.3
                                  TCGA-91-6831-01A 66 years, male, white, stage:ib, alive, 310 days 17.2
                                  TCGA-78-7145-01A 52 years, female, white, stage:iv, dead, 826 days 17.2
                                  TCGA-44-8117-01A 54 years, female, white, stage:ib, alive, 385 days 17.1
                                  TCGA-55-6970-01A 67 years, female, white, stage:iiia, dead, 464 days 17.0
                                  TCGA-44-2659-01A 65 years, female, white, stage:iib, alive, 1367 days 16.9
                                  TCGA-86-7714-01A 61 years, female, black or african american, stage:iiia, dead, 625 days 16.9
                                  TCGA-49-4490-01A 45 years, female, white, stage:iiia, dead, 385 days 16.9
                                  TCGA-55-A490-01A 78 years, male, white, stage:iia, dead, 99 days 16.8
                                  TCGA-91-8496-01A 63 years, female, white, stage:ib, alive, 505 days 16.8
                                  TCGA-78-7535-01A 45 years, male, white, stage:ib, dead, 949 days 16.7
                                  TCGA-49-4506-01A 68 years, female, white, stage:iib, dead, 999 days 16.7
                                  TCGA-69-7765-01A 56 years, male, black or african american, alive, 165 days 16.6
                                  TCGA-49-4487-01A 72 years, female, white, stage:ia, dead, 855 days 16.6
                                  TCGA-55-8092-01A 75 years, male, white, stage:iib, dead, 154 days 16.5
                                  TCGA-86-7953-01A 69 years, female, white, stage:ia, alive, 997 days 16.5
                                  TCGA-64-1680-01A 63 years, male, white, stage:iv, alive, 1126 days 16.4
                                  TCGA-05-4427-01A 65 years, female, stage:iib, alive, 791 days 16.3
                                  TCGA-55-A48Y-01A 69 years, male, white, stage:iia, alive, 630 days 16.3
                                  TCGA-69-7763-01A 69 years, male, white, stage:ia, alive, 690 days 16.3
                                  TCGA-49-6767-01A 46 years, female, white, stage:iib, alive, 677 days 16.2
                                  TCGA-86-8358-01A 44 years, male, white, stage:ib, alive, 653 days 16.0
                                  TCGA-55-7903-01A 64 years, male, white, stage:ia, alive, 567 days 16.0
                                  TCGA-91-8499-01A 76 years, female, white, stage:ia, alive, 36 days 15.8
                                  TCGA-62-A471-01A 64 years, male, white, stage:iib, alive, 1246 days 15.8
                                  TCGA-64-5779-01A 61 years, male, white, stage:iiia, alive, 864 days 15.8
                                  TCGA-83-5908-01A 59 years, female, white, stage:ia, alive, 824 days 15.5
                                  TCGA-49-AARQ-01A 41 years, female, black or african american, stage:i, alive, 6732 days 15.5
                                  TCGA-69-7761-01A 85 years, male, white, stage:ib, alive, 186 days 15.4
                                  TCGA-49-6743-01A 81 years, female, white, stage:iiia, alive, 1621 days 15.4
                                  TCGA-49-4510-01A 51 years, female, black or african american, stage:iib, dead, 896 days 15.1
                                  TCGA-75-7027-01A male, stage:ib, alive, 3059 days 15.1
                                  TCGA-50-5072-01A 74 years, male, white, stage:iiia, dead, 250 days 15.1
                                  TCGA-44-3398-01A 77 years, female, white, stage:ia, alive, 1163 days 15.1
                                  TCGA-86-7713-01A 70 years, male, white, stage:iia, alive, 1157 days 14.9
                                  TCGA-86-7711-01A 70 years, male, white, stage:iia, dead, 1046 days 14.8
                                  TCGA-78-7220-01A 53 years, female, white, stage:iiia, dead, 807 days 14.6
                                  TCGA-78-7166-01A 84 years, male, white, stage:iib, dead, 258 days 14.6
                                  TCGA-78-7161-01A 69 years, female, white, stage:iib, dead, 291 days 14.6
                                  TCGA-64-5781-01A 55 years, female, white, stage:ib, alive, 1559 days 14.6
                                  TCGA-53-A4EZ-01A 63 years, male, white, stage:iia, alive, 1071 days 14.3
                                  TCGA-86-7955-01A 62 years, male, white, stage:ib, alive, 1072 days 14.1
                                  TCGA-55-6968-01A 61 years, male, white, stage:iv, dead, 1293 days 13.9
                                  TCGA-62-8399-01A 62 years, male, white, stage:iiia, alive, 2696 days 13.9
                                  TCGA-49-4507-01A 73 years, female, white, stage:iiia, dead, 268 days 13.9
                                  TCGA-55-7910-01A 50 years, female, black or african american, stage:iia, alive, 1040 days 13.8
                                  TCGA-50-6592-01A 71 years, female, white, stage:ib, dead, 777 days 13.5
                                  TCGA-50-5930-01A 47 years, male, white, stage:iiia, dead, 282 days 13.5
                                  TCGA-44-7660-01A 72 years, male, white, stage:ib, alive, 592 days 13.2
                                  TCGA-86-8673-01A 61 years, male, white, stage:ib, alive, 862 days 13.0
                                  TCGA-49-AAR9-01A 61 years, male, black or african american, stage:iib, dead, 260 days 13.0
                                  TCGA-69-7760-01A 73 years, male, white, stage:iib, alive, 202 days 12.9
                                  TCGA-86-8054-01A 61 years, male, white, stage:iib, alive, 1148 days 12.8
                                  TCGA-78-7155-01A 68 years, male, white, stage:ib, dead, 1171 days 12.6
                                  TCGA-55-7570-01A 60 years, male, black or african american, stage:ia, alive, 824 days 11.9
                                  TCGA-64-1677-01A 78 years, female, white, stage:iiia, dead, 628 days 11.9
                                  TCGA-44-3917-01A 33 years, female, white, stage:ib, alive, 1183 days 11.8
                                  TCGA-91-6847-01A 62 years, female, white, stage:ib, alive, 842 days 11.5
                                  TCGA-50-6591-01A 63 years, female, white, stage:iv, dead, 119 days 11.5
                                  TCGA-86-7701-01A 66 years, male, white, stage:iv, alive, 947 days 11.5
                                  TCGA-50-5066-01A 72 years, male, black or african american, stage:ib, alive, 1442 days 11.4
                                  TCGA-05-5428-01A 57 years, male, stage:iia, alive, 670 days 10.1
                                  TCGA-64-1678-01A 71 years, female, white, alive, 1189 days 10.0
                                  TCGA-78-7154-01A 72 years, male, white, stage:iiia, dead, 593 days 9.8
                                  TCGA-35-5375-01A 61 years, male, white, stage:iiia, alive, 264 days 9.4
                                  TCGA-50-5946-01A 62 years, male, white, stage:ia, alive, 1617 days 9.2
                                  TCGA-91-6840-01A 59 years, female, white, stage:ia, alive, 372 days 9.1
                                  TCGA-44-2668-01B 51 years, male, white, stage:ib, dead, 761 days 8.4
                                  TCGA-38-4631-01A 72 years, female, white, stage:ib, dead, 354 days 8.3
                                  TCGA-55-7726-01A 72 years, female, white, stage:ia, alive, 652 days 7.6
                                  TCGA-91-6836-01A 52 years, female, white, stage:ib, alive, 417 days 7.4
                                  TCGA-62-A46O-01A 65 years, female, white, stage:ib, dead, 1454 days 7.1
                                  TCGA-53-7813-01A 51 years, female, white, stage:iiib, alive, 424 days 6.0
                                  TCGA-55-7727-01A 71 years, male, white, stage:iiia, alive, 119 days 5.6
                                  TCGA-44-2656-01B 59 years, male, white, stage:ib, alive, 1429 days 4.6
                                  TCGA-55-7725-01A 68 years, female, white, stage:ia, alive, 442 days 3.8
                                  TCGA-44-6147-01B 67 years, female, white, stage:ia, alive, 845 days 3.7
                                  TCGA-55-7724-01A 76 years, female, white, stage:ib, alive, 705 days 3.4
                                  TCGA-44-3918-01A 60 years, female, white, stage:ia, alive, 1036 days 3.3
                                  TCGA-55-7815-01A 77 years, male, stage:ib, alive, 773 days 2.2
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                                  19.224.028.55.642.205101520253035404550

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